Robust Epilepsy Diagnosis in Neonates Via Spatio-Temporal Graph Learning and Balanced Test-Time Training

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30 Oct 2026 0 comments

Timely diagnosis of neonatal epilepsy is critical for mitigating long-term neurodevelopmental deficits. However, while neonates exhibiting extensive seizure burden are readily identified, accurately diagnosing epileptic infants with sparse or no overt seizure onset during monitoring remains a formidable challenge using electroencephalogram (EEG) signals alone. Current automated systems predominantly target ictal-specific seizure detection, limiting their clinical utility for risk stratification...